Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	2938
Missing cells	2563
Missing cells (%)	4.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	505.1 KiB
Average record size in memory	176.0 B

Variable types

Categorical	2
Numeric	20

Alerts

`Country` has a high cardinality: 193 distinct values	High cardinality
`Life Expectancy` is highly overall correlated with `Adult Mortality` and 12 other fields	High correlation
`Adult Mortality` is highly overall correlated with `Life Expectancy` and 2 other fields	High correlation
`Infant Deaths` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Alcohol` is highly overall correlated with `Income Composition Of Resources` and 2 other fields	High correlation
`Percentage Expenditure` is highly overall correlated with `GDP` and 1 other fields	High correlation
`Hepatitis B` is highly overall correlated with `Polio` and 1 other fields	High correlation
`Measles` is highly overall correlated with `Infant Deaths` and 1 other fields	High correlation
`BMI` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Under-Five Deaths` is highly overall correlated with `Life Expectancy` and 6 other fields	High correlation
`Polio` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`Diphtheria` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`HIV/AIDS` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`GDP` is highly overall correlated with `Life Expectancy` and 5 other fields	High correlation
`Thinness 10-19 Years` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`Thinness 5-9 Years` is highly overall correlated with `Life Expectancy` and 4 other fields	High correlation
`Income Composition Of Resources` is highly overall correlated with `Life Expectancy` and 14 other fields	High correlation
`Schooling` is highly overall correlated with `Life Expectancy` and 12 other fields	High correlation
`Status` is highly overall correlated with `Life Expectancy` and 3 other fields	High correlation
`Alcohol` has 194 (6.6%) missing values	Missing
`Hepatitis B` has 553 (18.8%) missing values	Missing
`BMI` has 34 (1.2%) missing values	Missing
`Total Expenditure` has 226 (7.7%) missing values	Missing
`GDP` has 448 (15.2%) missing values	Missing
`Population` has 652 (22.2%) missing values	Missing
`Thinness 10-19 Years` has 34 (1.2%) missing values	Missing
`Thinness 5-9 Years` has 34 (1.2%) missing values	Missing
`Income Composition Of Resources` has 167 (5.7%) missing values	Missing
`Schooling` has 163 (5.5%) missing values	Missing
`Infant Deaths` has 848 (28.9%) zeros	Zeros
`Percentage Expenditure` has 611 (20.8%) zeros	Zeros
`Measles` has 983 (33.5%) zeros	Zeros
`Under-Five Deaths` has 785 (26.7%) zeros	Zeros
`Income Composition Of Resources` has 130 (4.4%) zeros	Zeros

Reproduction

Analysis started	2023-01-21 00:18:29.691509
Analysis finished	2023-01-21 00:19:08.321071
Duration	38.63 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

Country
Categorical

Distinct	193
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Memory size	23.1 KiB

Algeria	16
Bhutan	16
Timor-Leste	16
Togo	16
Luxembourg	16
Other values (188)	2858

Length

Max length	52
Median length	34
Mean length	10.041184
Min length	4

Characters and Unicode

Total characters	29501
Distinct characters	56
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10 ?
Unique (%)	0.3%

Sample

1st row	Algeria
2nd row	Angola
3rd row	Argentina
4th row	Armenia
5th row	Australia

Common Values

Value	Count	Frequency (%)
Algeria	16	0.5%
Bhutan	16	0.5%
Timor-Leste	16	0.5%
Togo	16	0.5%
Luxembourg	16	0.5%
Kiribati	16	0.5%
Seychelles	16	0.5%
Estonia	16	0.5%
Solomon Islands	16	0.5%
Portugal	16	0.5%
Other values (183)	2778	94.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
republic	192	4.5%
of	192	4.5%
and	97	2.3%
united	64	1.5%
guinea	48	1.1%
democratic	48	1.1%
the	48	1.1%
saint	33	0.8%
states	32	0.7%
korea	32	0.7%
Other values (223)	3502	81.7%

Most occurring characters

Value	Count	Frequency (%)
a	4190	14.2%
i	2535	8.6%
e	2178	7.4%
n	2104	7.1%
o	1638	5.6%
r	1635	5.5%
	1350	4.6%
u	1126	3.8%
l	1110	3.8%
t	1107	3.8%
Other values (46)	10528	35.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	23976	81.3%
Uppercase Letter	3967	13.4%
Space Separator	1350	4.6%
Open Punctuation	64	0.2%
Close Punctuation	64	0.2%
Other Punctuation	48	0.2%
Dash Punctuation	32	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	4190	17.5%
i	2535	10.6%
e	2178	9.1%
n	2104	8.8%
o	1638	6.8%
r	1635	6.8%
u	1126	4.7%
l	1110	4.6%
t	1107	4.6%
d	867	3.6%
Other values (17)	5486	22.9%

Uppercase Letter

Value	Count	Frequency (%)
S	466	11.7%
B	336	8.5%
C	289	7.3%
M	275	6.9%
A	256	6.5%
G	240	6.0%
R	240	6.0%
T	209	5.3%
I	194	4.9%
P	193	4.9%
Other values (14)	1269	32.0%

Space Separator

Value	Count	Frequency (%)
	1350	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	64	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	64	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	48	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	32	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27943	94.7%
Common	1558	5.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	4190	15.0%
i	2535	9.1%
e	2178	7.8%
n	2104	7.5%
o	1638	5.9%
r	1635	5.9%
u	1126	4.0%
l	1110	4.0%
t	1107	4.0%
d	867	3.1%
Other values (41)	9453	33.8%

Common

Value	Count	Frequency (%)
	1350	86.6%
(	64	4.1%
)	64	4.1%
'	48	3.1%
-	32	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29485	99.9%
None	16	0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	4190	14.2%
i	2535	8.6%
e	2178	7.4%
n	2104	7.1%
o	1638	5.6%
r	1635	5.5%
	1350	4.6%
u	1126	3.8%
l	1110	3.8%
t	1107	3.8%
Other values (45)	10512	35.7%

None

Value	Count	Frequency (%)
ô	16	100.0%

Year
Real number (ℝ)

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2007.5187

Minimum	2000
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	2000
5-th percentile	2000
Q1	2004
median	2008
Q3	2012
95-th percentile	2015
Maximum	2015
Range	15
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.6138409
Coefficient of variation (CV)	0.0022982804
Kurtosis	-1.2137217
Mean	2007.5187
Median Absolute Deviation (MAD)	4
Skewness	-0.0064090274
Sum	5898090
Variance	21.287528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2013	193	6.6%
2015	183	6.2%
2000	183	6.2%
2001	183	6.2%
2014	183	6.2%
2012	183	6.2%
2011	183	6.2%
2010	183	6.2%
2009	183	6.2%
2008	183	6.2%
Other values (6)	1098	37.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2000	183	6.2%
2001	183	6.2%
2002	183	6.2%
2003	183	6.2%
2004	183	6.2%
2005	183	6.2%
2006	183	6.2%
2007	183	6.2%
2008	183	6.2%
2009	183	6.2%

Value	Count	Frequency (%)
2015	183	6.2%
2014	183	6.2%
2013	193	6.6%
2012	183	6.2%
2011	183	6.2%
2010	183	6.2%
2009	183	6.2%
2008	183	6.2%
2007	183	6.2%
2006	183	6.2%

Status
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	23.1 KiB

Developing	2426
Developed	512

Length

Max length	10
Median length	10
Mean length	9.8257318
Min length	9

Characters and Unicode

Total characters	28868
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Developing
2nd row	Developing
3rd row	Developing
4th row	Developing
5th row	Developed

Common Values

Value	Count	Frequency (%)
Developing	2426	82.6%
Developed	512	17.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
developing	2426	82.6%
developed	512	17.4%

Most occurring characters

Value	Count	Frequency (%)
e	6388	22.1%
D	2938	10.2%
v	2938	10.2%
l	2938	10.2%
o	2938	10.2%
p	2938	10.2%
i	2426	8.4%
n	2426	8.4%
g	2426	8.4%
d	512	1.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	25930	89.8%
Uppercase Letter	2938	10.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6388	24.6%
v	2938	11.3%
l	2938	11.3%
o	2938	11.3%
p	2938	11.3%
i	2426	9.4%
n	2426	9.4%
g	2426	9.4%
d	512	2.0%

Uppercase Letter

Value	Count	Frequency (%)
D	2938	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	28868	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6388	22.1%
D	2938	10.2%
v	2938	10.2%
l	2938	10.2%
o	2938	10.2%
p	2938	10.2%
i	2426	8.4%
n	2426	8.4%
g	2426	8.4%
d	512	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28868	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6388	22.1%
D	2938	10.2%
v	2938	10.2%
l	2938	10.2%
o	2938	10.2%
p	2938	10.2%
i	2426	8.4%
n	2426	8.4%
g	2426	8.4%
d	512	1.8%

Life Expectancy
Real number (ℝ)

Distinct	362
Distinct (%)	12.4%
Missing	10
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	69.224932

Minimum	36.3
Maximum	89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	36.3
5-th percentile	51.4
Q1	63.1
median	72.1
Q3	75.7
95-th percentile	82
Maximum	89
Range	52.7
Interquartile range (IQR)	12.6

Descriptive statistics

Standard deviation	9.5238675
Coefficient of variation (CV)	0.13757858
Kurtosis	-0.23447739
Mean	69.224932
Median Absolute Deviation (MAD)	5.8
Skewness	-0.63860474
Sum	202690.6
Variance	90.704052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73	45	1.5%
75	33	1.1%
78	31	1.1%
73.6	28	1.0%
76	25	0.9%
81	25	0.9%
73.9	25	0.9%
74.5	24	0.8%
74.7	24	0.8%
73.2	23	0.8%
Other values (352)	2645	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.3	1	< 0.1%
39	1	< 0.1%
41	1	< 0.1%
41.5	1	< 0.1%
42.3	1	< 0.1%
43.1	1	< 0.1%
43.3	1	< 0.1%
43.5	1	< 0.1%
43.8	1	< 0.1%
44	1	< 0.1%

Value	Count	Frequency (%)
89	11	0.4%
88	10	0.3%
87	9	0.3%
86	15	0.5%
85	12	0.4%
84	11	0.4%
83.7	1	< 0.1%
83.5	2	0.1%
83.4	1	< 0.1%
83.3	1	< 0.1%

Adult Mortality
Real number (ℝ)

Distinct	425
Distinct (%)	14.5%
Missing	10
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	164.79645

Minimum	1
Maximum	723
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	74
median	144
Q3	228
95-th percentile	398.3
Maximum	723
Range	722
Interquartile range (IQR)	154

Descriptive statistics

Standard deviation	124.29208
Coefficient of variation (CV)	0.75421576
Kurtosis	1.7488602
Mean	164.79645
Median Absolute Deviation (MAD)	76
Skewness	1.1743695
Sum	482524
Variance	15448.521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	34	1.2%
14	30	1.0%
16	29	1.0%
11	25	0.9%
138	25	0.9%
19	23	0.8%
144	22	0.7%
17	21	0.7%
15	21	0.7%
13	21	0.7%
Other values (415)	2677	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12	0.4%
2	8	0.3%
3	6	0.2%
4	4	0.1%
5	2	0.1%
6	13	0.4%
7	16	0.5%
8	13	0.4%
9	12	0.4%
11	25	0.9%

Value	Count	Frequency (%)
723	1	< 0.1%
717	1	< 0.1%
715	1	< 0.1%
699	1	< 0.1%
693	1	< 0.1%
686	1	< 0.1%
682	1	< 0.1%
679	1	< 0.1%
675	1	< 0.1%
666	1	< 0.1%

Infant Deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	209
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.303948

Minimum	0
Maximum	1800
Zeros	848
Zeros (%)	28.9%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	22
95-th percentile	94.15
Maximum	1800
Range	1800
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	117.9265
Coefficient of variation (CV)	3.8914567
Kurtosis	116.04276
Mean	30.303948
Median Absolute Deviation (MAD)	3
Skewness	9.786963
Sum	89033
Variance	13906.66
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	848	28.9%
1	342	11.6%
2	203	6.9%
3	175	6.0%
4	96	3.3%
8	57	1.9%
7	53	1.8%
9	48	1.6%
10	48	1.6%
6	46	1.6%
Other values (199)	1022	34.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	848	28.9%
1	342	11.6%
2	203	6.9%
3	175	6.0%
4	96	3.3%
5	44	1.5%
6	46	1.6%
7	53	1.8%
8	57	1.9%
9	48	1.6%

Value	Count	Frequency (%)
1800	2	0.1%
1700	2	0.1%
1600	1	< 0.1%
1500	2	0.1%
1400	1	< 0.1%
1300	2	0.1%
1200	1	< 0.1%
1100	2	0.1%
1000	1	< 0.1%
957	1	< 0.1%

Alcohol
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1076
Distinct (%)	39.2%
Missing	194
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.6028608

Minimum	0.01
Maximum	17.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.8775
median	3.755
Q3	7.7025
95-th percentile	11.96
Maximum	17.87
Range	17.86
Interquartile range (IQR)	6.825

Descriptive statistics

Standard deviation	4.0524127
Coefficient of variation (CV)	0.88041174
Kurtosis	-0.80290922
Mean	4.6028608
Median Absolute Deviation (MAD)	3.245
Skewness	0.58956253
Sum	12630.25
Variance	16.422048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	288	9.8%
0.03	15	0.5%
0.04	13	0.4%
0.09	12	0.4%
0.02	12	0.4%
0.06	10	0.3%
1.18	10	0.3%
0.21	10	0.3%
0.54	9	0.3%
0.56	9	0.3%
Other values (1066)	2356	80.2%
(Missing)	194	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	288	9.8%
0.02	12	0.4%
0.03	15	0.5%
0.04	13	0.4%
0.05	9	0.3%
0.06	10	0.3%
0.07	4	0.1%
0.08	9	0.3%
0.09	12	0.4%
0.1	7	0.2%

Value	Count	Frequency (%)
17.87	1	< 0.1%
17.31	1	< 0.1%
16.99	1	< 0.1%
16.58	1	< 0.1%
16.35	1	< 0.1%
15.52	1	< 0.1%
15.19	1	< 0.1%
15.14	1	< 0.1%
15.07	1	< 0.1%
15.04	2	0.1%

Percentage Expenditure
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2328
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	738.2513

Minimum	0
Maximum	19479.912
Zeros	611
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.6853426
median	64.912906
Q3	441.53414
95-th percentile	4506.6385
Maximum	19479.912
Range	19479.912
Interquartile range (IQR)	436.8488

Descriptive statistics

Standard deviation	1987.9149
Coefficient of variation (CV)	2.6927347
Kurtosis	26.573387
Mean	738.2513
Median Absolute Deviation (MAD)	64.912906
Skewness	4.6520513
Sum	2168982.3
Variance	3951805.5
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	611	20.8%
373.2605532	1	< 0.1%
396.6270975	1	< 0.1%
397.7533689	1	< 0.1%
398.6058322	1	< 0.1%
400.1342971	1	< 0.1%
401.7931045	1	< 0.1%
404.3879434	1	< 0.1%
404.4205858	1	< 0.1%
405.4475981	1	< 0.1%
Other values (2318)	2318	78.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	611	20.8%
0.09987219	1	< 0.1%
0.108055973	1	< 0.1%
0.27564826	1	< 0.1%
0.328418056	1	< 0.1%
0.358651421	1	< 0.1%
0.388253772	1	< 0.1%
0.397228764	1	< 0.1%
0.442802404	1	< 0.1%
0.5305728	1	< 0.1%

Value	Count	Frequency (%)
19479.91161	1	< 0.1%
19099.04506	1	< 0.1%
18961.3486	1	< 0.1%
18822.86732	1	< 0.1%
18379.32974	1	< 0.1%
17028.52798	1	< 0.1%
16255.16198	1	< 0.1%
15515.75234	1	< 0.1%
15345.4907	1	< 0.1%
15268.06445	1	< 0.1%

Hepatitis B
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	87
Distinct (%)	3.6%
Missing	553
Missing (%)	18.8%
Infinite	0
Infinite (%)	0.0%
Mean	80.940461

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	77
median	92
Q3	97
95-th percentile	99
Maximum	99
Range	98
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	25.070016
Coefficient of variation (CV)	0.30973403
Kurtosis	2.7702594
Mean	80.940461
Median Absolute Deviation (MAD)	6
Skewness	-1.9308451
Sum	193043
Variance	628.50568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	240	8.2%
98	210	7.1%
96	167	5.7%
97	155	5.3%
95	149	5.1%
94	127	4.3%
93	101	3.4%
92	92	3.1%
91	75	2.6%
89	71	2.4%
Other values (77)	998	34.0%
(Missing)	553	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	4	0.1%
4	4	0.1%
5	9	0.3%
6	17	0.6%
7	20	0.7%
8	39	1.3%
9	65	2.2%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
99	240	8.2%
98	210	7.1%
97	155	5.3%
96	167	5.7%
95	149	5.1%
94	127	4.3%
93	101	3.4%
92	92	3.1%
91	75	2.6%
89	71	2.4%

Measles
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	958
Distinct (%)	32.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2419.5922

Minimum	0
Maximum	212183
Zeros	983
Zeros (%)	33.5%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	17
Q3	360.25
95-th percentile	9985.55
Maximum	212183
Range	212183
Interquartile range (IQR)	360.25

Descriptive statistics

Standard deviation	11467.272
Coefficient of variation (CV)	4.7393409
Kurtosis	114.8599
Mean	2419.5922
Median Absolute Deviation (MAD)	17
Skewness	9.4413319
Sum	7108762
Variance	1.3149834 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	983	33.5%
1	104	3.5%
2	68	2.3%
3	44	1.5%
4	33	1.1%
6	29	1.0%
7	28	1.0%
5	25	0.9%
8	24	0.8%
9	22	0.7%
Other values (948)	1578	53.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	983	33.5%
1	104	3.5%
2	68	2.3%
3	44	1.5%
4	33	1.1%
5	25	0.9%
6	29	1.0%
7	28	1.0%
8	24	0.8%
9	22	0.7%

Value	Count	Frequency (%)
212183	1	< 0.1%
182485	1	< 0.1%
168107	1	< 0.1%
141258	1	< 0.1%
133802	1	< 0.1%
131441	1	< 0.1%
124219	1	< 0.1%
118712	1	< 0.1%
110927	1	< 0.1%
109023	1	< 0.1%

BMI
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	608
Distinct (%)	20.9%
Missing	34
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	38.321247

Minimum	1
Maximum	87.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1
5-th percentile	5.2
Q1	19.3
median	43.5
Q3	56.2
95-th percentile	64.785
Maximum	87.3
Range	86.3
Interquartile range (IQR)	36.9

Descriptive statistics

Standard deviation	20.044034
Coefficient of variation (CV)	0.52305275
Kurtosis	-1.2910955
Mean	38.321247
Median Absolute Deviation (MAD)	16.3
Skewness	-0.2193116
Sum	111284.9
Variance	401.76328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
58.5	18	0.6%
57	16	0.5%
55.8	16	0.5%
54.2	15	0.5%
59.9	15	0.5%
59.3	14	0.5%
59.4	13	0.4%
55	13	0.4%
56.5	13	0.4%
58.1	13	0.4%
Other values (598)	2758	93.9%
(Missing)	34	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
1.4	2	0.1%
1.8	1	< 0.1%
1.9	1	< 0.1%
2	1	< 0.1%
2.1	11	0.4%
2.2	9	0.3%
2.3	6	0.2%
2.4	5	0.2%
2.5	8	0.3%

Value	Count	Frequency (%)
87.3	1	< 0.1%
83.3	1	< 0.1%
82.8	1	< 0.1%
81.6	1	< 0.1%
79.3	1	< 0.1%
77.6	1	< 0.1%
77.3	1	< 0.1%
77.1	1	< 0.1%
76.7	1	< 0.1%
76.2	1	< 0.1%

Under-Five Deaths
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	252
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.035739

Minimum	0
Maximum	2500
Zeros	785
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	28
95-th percentile	138
Maximum	2500
Range	2500
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	160.44555
Coefficient of variation (CV)	3.8168842
Kurtosis	109.7528
Mean	42.035739
Median Absolute Deviation (MAD)	4
Skewness	9.4950647
Sum	123501
Variance	25742.774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	785	26.7%
1	361	12.3%
2	163	5.5%
4	161	5.5%
3	129	4.4%
12	53	1.8%
8	49	1.7%
6	48	1.6%
10	47	1.6%
5	44	1.5%
Other values (242)	1098	37.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	785	26.7%
1	361	12.3%
2	163	5.5%
3	129	4.4%
4	161	5.5%
5	44	1.5%
6	48	1.6%
7	30	1.0%
8	49	1.7%
9	40	1.4%

Value	Count	Frequency (%)
2500	1	< 0.1%
2400	1	< 0.1%
2300	1	< 0.1%
2200	1	< 0.1%
2100	1	< 0.1%
2000	2	0.1%
1900	1	< 0.1%
1800	1	< 0.1%
1700	1	< 0.1%
1600	1	< 0.1%

Polio
Real number (ℝ)

Distinct	73
Distinct (%)	2.5%
Missing	19
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	82.550188

Minimum	3
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	3
5-th percentile	9
Q1	78
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	96
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	23.428046
Coefficient of variation (CV)	0.28380366
Kurtosis	3.7765098
Mean	82.550188
Median Absolute Deviation (MAD)	6
Skewness	-2.0980532
Sum	240964
Variance	548.87334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	376	12.8%
98	255	8.7%
96	207	7.0%
97	205	7.0%
95	180	6.1%
94	159	5.4%
93	120	4.1%
92	96	3.3%
91	88	3.0%
9	71	2.4%
Other values (63)	1162	39.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	7	0.2%
4	11	0.4%
5	8	0.3%
6	11	0.4%
7	24	0.8%
8	40	1.4%
9	71	2.4%
17	1	< 0.1%
23	1	< 0.1%
24	2	0.1%

Value	Count	Frequency (%)
99	376	12.8%
98	255	8.7%
97	205	7.0%
96	207	7.0%
95	180	6.1%
94	159	5.4%
93	120	4.1%
92	96	3.3%
91	88	3.0%
89	56	1.9%

Total Expenditure
Real number (ℝ)

Distinct	818
Distinct (%)	30.2%
Missing	226
Missing (%)	7.7%
Infinite	0
Infinite (%)	0.0%
Mean	5.9381895

Minimum	0.37
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.37
5-th percentile	1.93
Q1	4.26
median	5.755
Q3	7.4925
95-th percentile	9.76
Maximum	17.6
Range	17.23
Interquartile range (IQR)	3.2325

Descriptive statistics

Standard deviation	2.4983197
Coefficient of variation (CV)	0.42072077
Kurtosis	1.1562705
Mean	5.9381895
Median Absolute Deviation (MAD)	1.59
Skewness	0.61868555
Sum	16104.37
Variance	6.2416012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.6	15	0.5%
6.7	12	0.4%
5.6	11	0.4%
5.3	10	0.3%
5.64	10	0.3%
5.25	10	0.3%
9.1	10	0.3%
3.4	10	0.3%
5.9	10	0.3%
7.1	9	0.3%
Other values (808)	2605	88.7%
(Missing)	226	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.37	1	< 0.1%
0.65	1	< 0.1%
0.74	1	< 0.1%
0.76	1	< 0.1%
0.92	1	< 0.1%
1.1	2	0.1%
1.12	3	0.1%
1.15	2	0.1%
1.17	2	0.1%
1.18	3	0.1%

Value	Count	Frequency (%)
17.6	1	< 0.1%
17.24	1	< 0.1%
17.2	2	0.1%
17.14	1	< 0.1%
17	1	< 0.1%
16.9	1	< 0.1%
16.61	1	< 0.1%
16.2	1	< 0.1%
15.6	1	< 0.1%
15.57	1	< 0.1%

Diphtheria
Real number (ℝ)

Distinct	81
Distinct (%)	2.8%
Missing	19
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%
Mean	82.324084

Minimum	2
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	78
median	93
Q3	97
95-th percentile	99
Maximum	99
Range	97
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	23.716912
Coefficient of variation (CV)	0.28809203
Kurtosis	3.558143
Mean	82.324084
Median Absolute Deviation (MAD)	6
Skewness	-2.0727529
Sum	240304
Variance	562.49192
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	350	11.9%
98	254	8.6%
97	205	7.0%
96	201	6.8%
95	200	6.8%
94	149	5.1%
93	120	4.1%
92	100	3.4%
91	91	3.1%
89	76	2.6%
Other values (71)	1173	39.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	4	0.1%
4	12	0.4%
5	10	0.3%
6	16	0.5%
7	21	0.7%
8	39	1.3%
9	67	2.3%
16	1	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
99	350	11.9%
98	254	8.6%
97	205	7.0%
96	201	6.8%
95	200	6.8%
94	149	5.1%
93	120	4.1%
92	100	3.4%
91	91	3.1%
89	76	2.6%

HIV/AIDS
Real number (ℝ)

Distinct	200
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7421035

Minimum	0.1
Maximum	50.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.1
median	0.1
Q3	0.8
95-th percentile	8.515
Maximum	50.6
Range	50.5
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	5.0777845
Coefficient of variation (CV)	2.9147434
Kurtosis	34.892008
Mean	1.7421035
Median Absolute Deviation (MAD)	0
Skewness	5.396112
Sum	5118.3
Variance	25.783896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	1781	60.6%
0.2	124	4.2%
0.3	115	3.9%
0.4	69	2.3%
0.5	42	1.4%
0.6	35	1.2%
0.8	32	1.1%
0.9	32	1.1%
0.7	29	1.0%
1.5	21	0.7%
Other values (190)	658	22.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1781	60.6%
0.2	124	4.2%
0.3	115	3.9%
0.4	69	2.3%
0.5	42	1.4%
0.6	35	1.2%
0.7	29	1.0%
0.8	32	1.1%
0.9	32	1.1%
1	12	0.4%

Value	Count	Frequency (%)
50.6	1	< 0.1%
50.3	1	< 0.1%
49.9	1	< 0.1%
49.1	1	< 0.1%
48.8	1	< 0.1%
46.4	1	< 0.1%
43.7	1	< 0.1%
43.5	1	< 0.1%
42.1	1	< 0.1%
40.7	1	< 0.1%

GDP
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2490
Distinct (%)	100.0%
Missing	448
Missing (%)	15.2%
Infinite	0
Infinite (%)	0.0%
Mean	7483.1585

Minimum	1.68135
Maximum	119172.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	1.68135
5-th percentile	68.050015
Q1	463.93563
median	1766.9476
Q3	5910.8063
95-th percentile	41606.848
Maximum	119172.74
Range	119171.06
Interquartile range (IQR)	5446.8707

Descriptive statistics

Standard deviation	14270.169
Coefficient of variation (CV)	1.9069714
Kurtosis	12.333074
Mean	7483.1585
Median Absolute Deviation (MAD)	1592.4561
Skewness	3.2066549
Sum	18633065
Variance	2.0363773 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4132.76292	1	< 0.1%
2169.921	1	< 0.1%
1932.12237	1	< 0.1%
5223.351763	1	< 0.1%
2697.961375	1	< 0.1%
2242.711912	1	< 0.1%
3112.285712	1	< 0.1%
3944.178173	1	< 0.1%
2518.398261	1	< 0.1%
4114.136545	1	< 0.1%
Other values (2480)	2480	84.4%
(Missing)	448	15.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.68135	1	< 0.1%
3.685949	1	< 0.1%
4.6135745	1	< 0.1%
5.6687264	1	< 0.1%
8.376432	1	< 0.1%
11.147277	1	< 0.1%
11.33678	1	< 0.1%
11.553196	1	< 0.1%
11.631377	1	< 0.1%
12.1789279	1	< 0.1%

Value	Count	Frequency (%)
119172.7418	1	< 0.1%
115761.577	1	< 0.1%
114293.8433	1	< 0.1%
113751.85	1	< 0.1%
89739.7117	1	< 0.1%
88564.82298	1	< 0.1%
87998.44468	1	< 0.1%
87646.75346	1	< 0.1%
86852.7119	1	< 0.1%
85948.746	1	< 0.1%

Population
Real number (ℝ)

Distinct	2278
Distinct (%)	99.7%
Missing	652
Missing (%)	22.2%
Infinite	0
Infinite (%)	0.0%
Mean	12753375

Minimum	34
Maximum	1.2938593 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	34
5-th percentile	9617.5
Q1	195793.25
median	1386542
Q3	7420359
95-th percentile	47554416
Maximum	1.2938593 × 10⁹
Range	1.2938593 × 10⁹
Interquartile range (IQR)	7224565.8

Descriptive statistics

Standard deviation	61012097
Coefficient of variation (CV)	4.7839961
Kurtosis	298.01027
Mean	12753375
Median Absolute Deviation (MAD)	1357309.5
Skewness	15.916236
Sum	2.9154216 × 10¹⁰
Variance	3.7224759 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
444	4	0.1%
127445	2	0.1%
292	2	0.1%
718239	2	0.1%
1141	2	0.1%
26868	2	0.1%
1955141	1	< 0.1%
12796925	1	< 0.1%
9237566	1	< 0.1%
7451	1	< 0.1%
Other values (2268)	2268	77.2%
(Missing)	652	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	< 0.1%
36	1	< 0.1%
41	1	< 0.1%
43	1	< 0.1%
123	1	< 0.1%
135	1	< 0.1%
146	1	< 0.1%
286	1	< 0.1%
292	2	0.1%
297	1	< 0.1%

Value	Count	Frequency (%)
1293859294	1	< 0.1%
1179681239	1	< 0.1%
1161977719	1	< 0.1%
1144118674	1	< 0.1%
1126135777	1	< 0.1%
258162113	1	< 0.1%
255131116	1	< 0.1%
248883232	1	< 0.1%
242524123	1	< 0.1%
236159276	1	< 0.1%

Thinness 10-19 Years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	200
Distinct (%)	6.9%
Missing	34
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.8397039

Minimum	0.1
Maximum	27.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	1.6
median	3.3
Q3	7.2
95-th percentile	13.8
Maximum	27.7
Range	27.6
Interquartile range (IQR)	5.6

Descriptive statistics

Standard deviation	4.4201949
Coefficient of variation (CV)	0.9133193
Kurtosis	3.9704387
Mean	4.8397039
Median Absolute Deviation (MAD)	2.3
Skewness	1.7114711
Sum	14054.5
Variance	19.538123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	74	2.5%
1.9	65	2.2%
0.8	64	2.2%
0.7	63	2.1%
1.2	62	2.1%
2.1	61	2.1%
1.5	60	2.0%
2.2	58	2.0%
2	57	1.9%
0.9	57	1.9%
Other values (190)	2283	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	28	1.0%
0.2	40	1.4%
0.3	32	1.1%
0.4	5	0.2%
0.5	35	1.2%
0.6	41	1.4%
0.7	63	2.1%
0.8	64	2.2%
0.9	57	1.9%
1	74	2.5%

Value	Count	Frequency (%)
27.7	1	< 0.1%
27.5	1	< 0.1%
27.4	1	< 0.1%
27.3	1	< 0.1%
27.2	2	0.1%
27.1	2	0.1%
27	3	0.1%
26.9	2	0.1%
26.8	2	0.1%
26.7	1	< 0.1%

Thinness 5-9 Years
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	207
Distinct (%)	7.1%
Missing	34
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.8703168

Minimum	0.1
Maximum	28.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.5
Q1	1.5
median	3.3
Q3	7.2
95-th percentile	13.8
Maximum	28.6
Range	28.5
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	4.5088821
Coefficient of variation (CV)	0.92578825
Kurtosis	4.3587303
Mean	4.8703168
Median Absolute Deviation (MAD)	2.3
Skewness	1.777424
Sum	14143.4
Variance	20.330018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9	69	2.3%
1.1	67	2.3%
0.5	63	2.1%
1.9	63	2.1%
1	62	2.1%
2.1	61	2.1%
1.3	59	2.0%
1.5	57	1.9%
1.7	55	1.9%
0.6	54	1.8%
Other values (197)	2294	78.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	37	1.3%
0.2	45	1.5%
0.3	25	0.9%
0.4	17	0.6%
0.5	63	2.1%
0.6	54	1.8%
0.7	46	1.6%
0.8	36	1.2%
0.9	69	2.3%
1	62	2.1%

Value	Count	Frequency (%)
28.6	1	< 0.1%
28.5	1	< 0.1%
28.4	1	< 0.1%
28.3	1	< 0.1%
28.2	1	< 0.1%
28.1	1	< 0.1%
28	2	0.1%
27.9	1	< 0.1%
27.8	2	0.1%
27.7	1	< 0.1%

Income Composition Of Resources
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	625
Distinct (%)	22.6%
Missing	167
Missing (%)	5.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.62755106

Minimum	0
Maximum	0.948
Zeros	130
Zeros (%)	4.4%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.277
Q1	0.493
median	0.677
Q3	0.779
95-th percentile	0.892
Maximum	0.948
Range	0.948
Interquartile range (IQR)	0.286

Descriptive statistics

Standard deviation	0.21090356
Coefficient of variation (CV)	0.33607393
Kurtosis	1.3928142
Mean	0.62755106
Median Absolute Deviation (MAD)	0.127
Skewness	-1.1437627
Sum	1738.944
Variance	0.04448031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	130	4.4%
0.7	17	0.6%
0.739	13	0.4%
0.636	12	0.4%
0.714	12	0.4%
0.723	11	0.4%
0.734	11	0.4%
0.703	11	0.4%
0.686	11	0.4%
0.797	11	0.4%
Other values (615)	2532	86.2%
(Missing)	167	5.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	130	4.4%
0.253	1	< 0.1%
0.255	1	< 0.1%
0.261	1	< 0.1%
0.266	1	< 0.1%
0.268	3	0.1%
0.27	1	< 0.1%
0.276	1	< 0.1%
0.278	1	< 0.1%
0.279	1	< 0.1%

Value	Count	Frequency (%)
0.948	1	< 0.1%
0.945	1	< 0.1%
0.942	1	< 0.1%
0.941	1	< 0.1%
0.939	1	< 0.1%
0.938	1	< 0.1%
0.937	1	< 0.1%
0.936	5	0.2%
0.934	2	0.1%
0.933	1	< 0.1%

Schooling
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	173
Distinct (%)	6.2%
Missing	163
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	11.992793

Minimum	0
Maximum	20.7
Zeros	28
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	23.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5.8
Q1	10.1
median	12.3
Q3	14.3
95-th percentile	16.8
Maximum	20.7
Range	20.7
Interquartile range (IQR)	4.2

Descriptive statistics

Standard deviation	3.3589197
Coefficient of variation (CV)	0.28007819
Kurtosis	0.88615127
Mean	11.992793
Median Absolute Deviation (MAD)	2.1
Skewness	-0.60243654
Sum	33280
Variance	11.282342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.9	58	2.0%
13.3	52	1.8%
12.5	49	1.7%
12.8	46	1.6%
12.3	44	1.5%
12.6	43	1.5%
12.4	42	1.4%
11.9	41	1.4%
10.7	41	1.4%
12.7	40	1.4%
Other values (163)	2319	78.9%
(Missing)	163	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	1.0%
2.8	1	< 0.1%
2.9	4	0.1%
3	1	< 0.1%
3.1	1	< 0.1%
3.3	1	< 0.1%
3.4	1	< 0.1%
3.5	3	0.1%
3.6	1	< 0.1%
3.7	2	0.1%

Value	Count	Frequency (%)
20.7	1	< 0.1%
20.6	1	< 0.1%
20.5	1	< 0.1%
20.4	3	0.1%
20.3	4	0.1%
20.1	2	0.1%
19.8	1	< 0.1%
19.7	1	< 0.1%
19.5	3	0.1%
19.3	2	0.1%

Auto

Heatmap
Table

	Year	Life Expectancy	Adult Mortality	Infant Deaths	Alcohol	Percentage Expenditure	Hepatitis B	Measles	BMI	Under-Five Deaths	Polio	Total Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling	Status
Year	1.000	0.157	-0.053	-0.052	-0.101	-0.050	0.099	-0.095	0.149	-0.052	0.109	0.080	0.132	-0.056	0.181	0.045	-0.041	-0.039	0.202	0.195	0.000
Life Expectancy	0.157	1.000	-0.650	-0.601	0.443	0.429	0.350	-0.281	0.585	-0.619	0.535	0.294	0.545	-0.754	0.642	-0.090	-0.611	-0.621	0.866	0.814	0.627
Adult Mortality	-0.053	-0.650	1.000	0.392	-0.217	-0.297	-0.227	0.146	-0.393	0.405	-0.319	-0.175	-0.328	0.523	-0.383	0.097	0.389	0.404	-0.548	-0.496	0.366
Infant Deaths	-0.052	-0.601	0.392	1.000	-0.382	-0.361	-0.343	0.573	-0.480	0.993	-0.430	-0.218	-0.426	0.487	-0.508	0.450	0.453	0.468	-0.578	-0.598	0.065
Alcohol	-0.101	0.443	-0.217	-0.382	1.000	0.303	0.114	-0.198	0.324	-0.381	0.261	0.339	0.277	-0.197	0.427	-0.009	-0.466	-0.460	0.514	0.551	0.667
Percentage Expenditure	-0.050	0.429	-0.297	-0.361	0.303	1.000	0.102	-0.153	0.279	-0.362	0.210	0.165	0.224	-0.255	0.807	-0.065	-0.305	-0.306	0.506	0.489	0.448
Hepatitis B	0.099	0.350	-0.227	-0.343	0.114	0.102	1.000	-0.223	0.195	-0.343	0.793	0.045	0.817	-0.337	0.256	-0.115	-0.045	-0.062	0.356	0.358	0.172
Measles	-0.095	-0.281	0.146	0.573	-0.198	-0.153	-0.223	1.000	-0.277	0.574	-0.268	-0.187	-0.266	0.204	-0.214	0.296	0.311	0.325	-0.229	-0.282	0.022
BMI	0.149	0.585	-0.393	-0.480	0.324	0.279	0.195	-0.277	1.000	-0.491	0.325	0.267	0.335	-0.518	0.481	-0.068	-0.564	-0.574	0.618	0.615	0.459
Under-Five Deaths	-0.052	-0.619	0.405	0.993	-0.381	-0.362	-0.343	0.574	-0.491	1.000	-0.434	-0.223	-0.429	0.512	-0.514	0.443	0.461	0.474	-0.589	-0.609	0.060
Polio	0.109	0.535	-0.319	-0.430	0.261	0.210	0.793	-0.268	0.325	-0.434	1.000	0.142	0.921	-0.485	0.395	-0.098	-0.220	-0.230	0.527	0.524	0.304
Total Expenditure	0.080	0.294	-0.175	-0.218	0.339	0.165	0.045	-0.187	0.267	-0.223	0.142	1.000	0.158	-0.143	0.156	-0.093	-0.360	-0.376	0.220	0.290	0.431
Diphtheria	0.132	0.545	-0.328	-0.426	0.277	0.224	0.817	-0.266	0.335	-0.429	0.921	0.158	1.000	-0.471	0.403	-0.088	-0.233	-0.242	0.532	0.529	0.313
HIV/AIDS	-0.056	-0.754	0.523	0.487	-0.197	-0.255	-0.337	0.204	-0.518	0.512	-0.485	-0.143	-0.471	1.000	-0.479	0.093	0.476	0.463	-0.649	-0.618	0.126
GDP	0.181	0.642	-0.383	-0.508	0.427	0.807	0.256	-0.214	0.481	-0.514	0.395	0.156	0.403	-0.479	1.000	-0.049	-0.419	-0.428	0.695	0.665	0.478
Population	0.045	-0.090	0.097	0.450	-0.009	-0.065	-0.115	0.296	-0.068	0.443	-0.098	-0.093	-0.088	0.093	-0.049	1.000	0.077	0.089	-0.055	-0.070	0.053
Thinness 10-19 Years	-0.041	-0.611	0.389	0.453	-0.466	-0.305	-0.045	0.311	-0.564	0.461	-0.220	-0.360	-0.233	0.476	-0.419	0.077	1.000	0.947	-0.577	-0.576	0.462
Thinness 5-9 Years	-0.039	-0.621	0.404	0.468	-0.460	-0.306	-0.062	0.325	-0.574	0.474	-0.230	-0.376	-0.242	0.463	-0.428	0.089	0.947	1.000	-0.576	-0.577	0.466
Income Composition Of Resources	0.202	0.866	-0.548	-0.578	0.514	0.506	0.356	-0.229	0.618	-0.589	0.527	0.220	0.532	-0.649	0.695	-0.055	-0.577	-0.576	1.000	0.901	0.706
Schooling	0.195	0.814	-0.496	-0.598	0.551	0.489	0.358	-0.282	0.615	-0.609	0.524	0.290	0.529	-0.618	0.665	-0.070	-0.576	-0.577	0.901	1.000	0.643
Status	0.000	0.627	0.366	0.065	0.667	0.448	0.172	0.022	0.459	0.060	0.304	0.431	0.313	0.126	0.478	0.053	0.462	0.466	0.706	0.643	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Country	Year	Status	Life Expectancy	Adult Mortality	Infant Deaths	Alcohol	Hepatitis B	Measles	BMI	Under-Five Deaths	Polio	Total Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling
0	Algeria	2015	Developing	75.6	19.0	21	NaN	95.0	63	59.5	24	95.0	NaN	95.0	0.1	4132.762920	39871528.0	6.0	5.8	0.743	14.4
1	Angola	2015	Developing	52.4	335.0	66	NaN	64.0	118	23.3	98	7.0	NaN	64.0	1.9	3695.793748	2785935.0	8.3	8.2	0.531	11.4
2	Argentina	2015	Developing	76.3	116.0	8	NaN	94.0	0	62.8	9	93.0	NaN	94.0	0.1	13467.123600	43417765.0	1.0	0.9	0.826	17.3
3	Armenia	2015	Developing	74.8	118.0	1	NaN	94.0	33	54.9	1	96.0	NaN	94.0	0.1	369.654776	291695.0	2.1	2.2	0.741	12.7
4	Australia	2015	Developed	82.8	59.0	1	NaN	93.0	74	66.6	1	93.0	NaN	93.0	0.1	56554.387600	23789338.0	0.6	0.6	0.937	20.4
5	Azerbaijan	2015	Developing	72.7	118.0	5	NaN	96.0	0	52.5	6	98.0	NaN	96.0	0.1	55.313820	9649341.0	2.8	2.9	0.758	12.7
6	Bahamas	2000	Developing	72.6	192.0	0	12.15	NaN	0	54.4	0	91.0	5.21	99.0	0.1	NaN	NaN	2.7	2.6	0.000	12.0
7	Czechia	2000	Developed	74.7	126.0	0	13.22	NaN	9	59.0	0	98.0	6.31	98.0	0.1	NaN	NaN	2.3	2.3	NaN	NaN
8	Micronesia (Federated States of)	2000	Developing	67.0	185.0	0	2.23	87.0	0	61.5	0	85.0	7.88	85.0	0.1	NaN	NaN	0.3	0.3	0.000	0.0
9	Saint Lucia	2000	Developing	71.6	183.0	0	11.69	NaN	0	36.8	0	7.0	5.53	7.0	0.4	NaN	NaN	4.5	4.5	0.000	12.8

	Country	Year	Status	Life Expectancy	Adult Mortality	Alcohol	Percentage Expenditure	Hepatitis B	Measles	BMI	Polio	Total Expenditure	Diphtheria	HIV/AIDS	GDP	Population	Thinness 10-19 Years	Thinness 5-9 Years	Income Composition Of Resources	Schooling
2928	Norway	2010	Developed	81.0	66.0	6.59	15268.06445	NaN	3	58.9	93.0	9.26	93.0	0.1	87646.75346	4889252.0	0.7	0.7	0.936	17.4
2929	Luxembourg	2006	Developed	79.4	85.0	11.98	15345.49070	95.0	8	57.5	99.0	7.75	99.0	0.1	89739.71170	472637.0	0.9	0.9	0.880	13.5
2930	Luxembourg	2013	Developed	81.4	68.0	11.02	15515.75234	94.0	0	6.5	99.0	7.10	99.0	0.1	113751.85000	54336.0	0.9	0.9	0.892	13.9
2931	Luxembourg	2014	Developed	81.7	65.0	11.12	16255.16198	94.0	0	6.9	99.0	6.94	99.0	0.1	119172.74180	556319.0	1.0	0.9	0.892	13.9
2932	Luxembourg	2011	Developed	88.0	72.0	11.50	17028.52798	95.0	6	59.6	96.0	7.34	99.0	0.1	115761.57700	518347.0	0.9	0.9	0.894	13.9
2933	Switzerland	2012	Developed	82.7	54.0	9.86	18379.32974	NaN	61	56.2	96.0	11.59	96.0	0.1	83164.38795	7996861.0	0.5	0.3	0.932	15.7
2934	Switzerland	2011	Developed	82.6	55.0	9.99	18822.86732	NaN	621	55.8	96.0	11.21	96.0	0.1	87998.44468	7912398.0	0.5	0.3	0.932	15.6
2935	Luxembourg	2008	Developed	80.0	8.0	11.53	18961.34860	94.0	1	58.4	96.0	7.34	99.0	0.1	114293.84330	48865.0	0.9	0.9	0.887	13.5
2936	Switzerland	2013	Developed	83.0	52.0	9.73	19099.04506	NaN	175	56.6	96.0	11.71	96.0	0.1	84658.88768	889346.0	0.4	0.3	0.934	15.8
2937	Switzerland	2014	Developed	83.2	51.0	9.61	19479.91161	NaN	23	57.0	96.0	11.66	96.0	0.1	85814.58857	8188649.0	0.4	0.3	0.936	15.9

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Open Punctuation

Close Punctuation

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample